Sample Variance: Distributional Insights

Students frequently conflate the

n

denominator (Maximum Likelihood Estimator) with the

n-1

denominator (Bessel's correction). Remember:

n

minimizes mean squared error, but

n-1

is required for unbiasedness in finite samples.

Institutional Reference: Statistical Inference I